{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "68fcc35f-035b-42e4-b112-ff0f9828171f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brand                0\n",
      "Store Number         0\n",
      "Store Name           0\n",
      "Ownership Type       0\n",
      "Street Address       2\n",
      "City                15\n",
      "State/Province       0\n",
      "Country              0\n",
      "Postcode          1522\n",
      "Phone Number      6861\n",
      "Timezone             0\n",
      "Longitude            1\n",
      "Latitude             1\n",
      "dtype: int64\n",
      "       Brand  Store Number        Store Name Ownership Type  \\\n",
      "0  Starbucks  47370-257954     Meritxell, 96       Licensed   \n",
      "1  Starbucks  22331-212325  Ajman Drive Thru       Licensed   \n",
      "2  Starbucks  47089-256771         Dana Mall       Licensed   \n",
      "3  Starbucks  22126-218024        Twofour 54       Licensed   \n",
      "4  Starbucks  17127-178586      Al Ain Tower       Licensed   \n",
      "\n",
      "                    Street Address              City State/Province Country  \\\n",
      "0                Av. Meritxell, 96  Andorra la Vella              7      AD   \n",
      "1             1 Street 69, Al Jarf             Ajman             AJ      AE   \n",
      "2     Sheikh Khalifa Bin Zayed St.             Ajman             AJ      AE   \n",
      "3                  Al Salam Street         Abu Dhabi             AZ      AE   \n",
      "4  Khaldiya Area, Abu Dhabi Island         Abu Dhabi             AZ      AE   \n",
      "\n",
      "  Postcode Phone Number                 Timezone  Longitude  Latitude  \n",
      "0    AD500    376818720  GMT+1:00 Europe/Andorra       1.53     42.51  \n",
      "1      NaN          NaN     GMT+04:00 Asia/Dubai      55.47     25.42  \n",
      "2      NaN          NaN     GMT+04:00 Asia/Dubai      55.47     25.39  \n",
      "3      NaN          NaN     GMT+04:00 Asia/Dubai      54.38     24.48  \n",
      "4      NaN          NaN     GMT+04:00 Asia/Dubai      54.54     24.51  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "try:\n",
    "    file_path = \"D:/python_w/python_w/directory.csv\"\n",
    "    df = pd.read_csv(file_path, encoding=\"utf-8\")\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "else:\n",
    "    print(df.isnull().sum())\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8393a750-d45f-4cb9-83e4-f19facb8d69b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "星巴克旗下的品牌有： ['Starbucks' 'Teavana' 'Evolution Fresh' 'Coffee House Holdings']\n",
      "全世界星巴克咖啡门店的数量为： 25249\n"
     ]
    }
   ],
   "source": [
    "# 查看星巴克旗下有哪些品牌。如果我们只关心星巴克咖啡门店，则只需获取星巴克中Brand的数据集，并查看全世界一共有多少星巴克门店。\n",
    "brands = df['Brand'].unique()\n",
    "print(\"星巴克旗下的品牌有：\", brands)\n",
    "\n",
    "starbucks = df[df['Brand'] == 'Starbucks']\n",
    "\n",
    "total = len(starbucks)\n",
    "print(\"全世界星巴克咖啡门店的数量为：\", total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c7b5e723-7dd3-4af1-a16f-7973607b1c62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "门店数量排名前 10 的国家和地区：\n",
      "Country\n",
      "US    13608\n",
      "CN     2734\n",
      "CA     1468\n",
      "JP     1237\n",
      "KR      993\n",
      "GB      901\n",
      "MX      579\n",
      "TW      394\n",
      "TR      326\n",
      "PH      298\n",
      "Name: Store Number, dtype: int64\n",
      "门店数量排名后 10 的国家和地区：\n",
      "Country\n",
      "BO    4\n",
      "AZ    4\n",
      "TT    3\n",
      "ZA    3\n",
      "SK    3\n",
      "CW    3\n",
      "AW    3\n",
      "MC    2\n",
      "LU    2\n",
      "AD    1\n",
      "Name: Store Number, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 显示门店数量排名前10和后10的国家和地区。\n",
    "counts = df.groupby('Country')['Store Number'].count()\n",
    "sort = counts.sort_values(ascending=False)\n",
    "\n",
    "top_10 = sort.head(10)\n",
    "print(\"门店数量排名前 10 的国家和地区：\")\n",
    "print(top_10)\n",
    "\n",
    "bottom_10 = sort.tail(10)\n",
    "print(\"门店数量排名后 10 的国家和地区：\")\n",
    "print(bottom_10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bbee1976-91fd-43bd-af12-d8c5d1286dbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用柱状图绘制排名前10的分布情况。\n",
    "import matplotlib.pyplot as plt\n",
    "bars = plt.bar(top_10.index, top_10.values)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.annotate(f'{height}',xy=(bar.get_x() + bar.get_width() / 2, height), xytext=(0, 3), textcoords=\"offset points\", ha='center', va='bottom')\n",
    "plt.title('门店数量排名前 10 的国家和地区分布')\n",
    "plt.xlabel('国家和地区')\n",
    "plt.ylabel('门店数量');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "521c51b9-b246-428d-b6f2-844a65973ee8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用柱状图绘制排名后10的分布情况。\n",
    "import matplotlib.pyplot as plt\n",
    "bars = plt.bar(bottom_10.index, bottom_10.values)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.annotate(f'{height}',xy=(bar.get_x() + bar.get_width() / 2, height), xytext=(0, 3), textcoords=\"offset points\", ha='center', va='bottom')\n",
    "plt.title('门店数量排名后 10 的国家和地区分布')\n",
    "plt.xlabel('国家和地区')\n",
    "plt.ylabel('门店数量');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eb5d9275-cd95-47a0-943e-d17670d22e05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "门店数量排名前 10 的城市：\n",
      "City\n",
      "上海市            542\n",
      "Seoul          243\n",
      "北京市            234\n",
      "New York       232\n",
      "London         216\n",
      "Toronto        192\n",
      "Mexico City    180\n",
      "Chicago        180\n",
      "Seattle        156\n",
      "Las Vegas      156\n",
      "Name: Store Number, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 显示拥有星巴克门店数量排名前10的城市。\n",
    "counts_city = df.groupby('City')['Store Number'].count()\n",
    "sorts = counts_city.sort_values(ascending=False)\n",
    "top_10_city = sorts.head(10)\n",
    "print(\"门店数量排名前 10 的城市：\")\n",
    "print(top_10_city)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "780d9d40-b1fc-4fab-8da9-f6a675f9bcaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制星巴克门店数前10的城市分布柱状图。\n",
    "import matplotlib.pyplot as plt\n",
    "bars_city = plt.bar(top_10_city.index, top_10_city.values)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "for bar in bars_city:\n",
    "    height = bar.get_height()\n",
    "    plt.annotate(f'{height}',xy=(bar.get_x() + bar.get_width() / 2, height), xytext=(0, 3), textcoords=\"offset points\", ha='center', va='bottom')\n",
    "plt.title('门店数量排名前 10 的城市分布')\n",
    "plt.xlabel('城市')\n",
    "plt.ylabel('门店数量');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "59da1bc7-b53f-4b6d-bdbc-cad81998f152",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "星巴克门店在中国分布排名前 10 的城市：\n",
      "             City  Count\n",
      "119   Shanghaishi    542\n",
      "6      Beijingshi    234\n",
      "46    Hangzhoushi    117\n",
      "125   Shenzhenshi    113\n",
      "36   Guangzhoushi    106\n",
      "49      Hong kong    104\n",
      "18     Chengdushi     98\n",
      "131     Suzhoushi     90\n",
      "99     Nanjingshi     73\n",
      "148      Wuhanshi     67\n"
     ]
    }
   ],
   "source": [
    "# 按照星巴克门店在中国的分布情况，统计排名前10的城市。\n",
    "from pypinyin import pinyin, Style\n",
    "\n",
    "def to_pinyin(city):\n",
    "    if isinstance(city, str):\n",
    "        return ''.join([i[0] for i in pinyin(city, style=Style.NORMAL)]).lower().capitalize()\n",
    "    return city\n",
    "\n",
    "CN_df = df[df['Country'] == 'CN'].copy()\n",
    "CN_df['City'] = CN_df['City'].apply(to_pinyin)\n",
    "\n",
    "city_counts = CN_df.groupby('City')['Store Number'].count().reset_index(name='Count')\n",
    "sort_city_counts = city_counts.sort_values(by='Count', ascending=False)\n",
    "\n",
    "top_10_cities = sort_city_counts.head(10)\n",
    "print(\"星巴克门店在中国分布排名前 10 的城市：\")\n",
    "print(top_10_cities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "16e85e47-350b-40f1-ac89-55b43ff0eb94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "bars = plt.bar(top_10_cities['City'], top_10_cities['Count'])\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.annotate(f'{height}',xy=(bar.get_x() + bar.get_width() / 2, height), xytext=(0, 3), textcoords=\"offset points\", ha='center', va='bottom')\n",
    "plt.title('星巴克门店在中国分布排名前 10 的城市分布')\n",
    "plt.xlabel('cities')\n",
    "plt.ylabel('counts');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c9f56722-b743-42c5-aa53-2eeb551e7639",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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chx9+SGJiIm3btuXxxx/Hmdf9ZJdmM3XFVCk4L5RcLOfj7HLsR3hvJJTkNL6s8CpuWXJ79+7FaDTWfezde3YMxXfeeYcff/yRBQsWMGTIEADOnDnDlClTePLJJ0lLSyM8PJznnnuubp39+/ezePFiNmzYwLRp05gzZw4Ax48fZ/z48cyZM4eDBw9iNBq57777Gl3vQkwmE9OnT+eFF17gwIED6PV6XnrpJQDWr1/PzJkzefXVV1m7di0fffQRn3zyiUO+Zn90oPAAt6y4hewyL5pMUwCg1+rpnCeDZtut4Ai8dzXkH1E7iXAhtzxcmZyczPLly+s+j46Orvu7yWTip59+wmAw1D0WHBxMVlYWwcHBbNu2jZqaGo4cOVJvnYULFxIZGcmMGTOYP38+AJ9++inDhg1j2rRpAMyfP59du3Y1ut6F6HQ6DAYD1dXVREREsHTp0rq9tYULF3LdddcxduxYAG655RaWLl3KLbfcYv8X6QJ+zv2Z2WtnU24ud+h2hXvoGBCNwZqudgzPVJoDH4yGm7+ADv3UTiNcwC335Hx8fEhISKj78PHxqXtu1qxZ9QoOQFEU5s6dS3R0NHPnzsVisWC1nh0Oolu3bkRGRtZt+zc5OTn1DjfGxMQwbty4Rte7EH9/f/73v//x7rvv0q5dO0aPHk16eu0PpBMnTvD111/X7aG+9tprZGU59lL+5enLuXf1vVJwXizJ4N7ngd1eRSEsvAbSZRi71sAtS+5CAgMDz3ns008/Zd26deTk5LBp0yauueaaes83dHFIbGwsGRkZdZ8fOXKEvn37Yvt1FuLmXFRSWFhIWFgYGzdu5PTp00RERDB79mygtkRnzZrFrl272LVrF7t372bhwoV2v0ZDPj34KXPXz8VsMztsm8L9JFtk/IYWqzHBp5Pg6A9qJxFO5nEldz4mkwmoPTe3YsUKnn322SZd0DFlyhTWr19Pamoq2dnZPPfcc0RERKDVNv/LUlBQwJVXXsnKlSspLS1Fq9XWleatt97KkiVLOHXqFBaLhSeeeIInnnii2a/1e58c/ITntzyPgvwA9HYynJeDWKrgs5vg4DdqJxFO5BUld+utt5KYmEi3bt2YN28ed911F4cOHaKq6sLzbCUkJLBkyRJefvllunfvTnFxMR988EGLsiQnJ/PPf/6Tu+++m06dOnH48GFefPFFAC677DKefvpppk6dSt++fampqeFf//pXi14P4OMDH/PClhdavB3hGZLy5Hycw1hr4H+3wb4v1U4inETGrvRwa7f+j/sPPKN2DOEibXzDWHtot9oxvI9GBxPehZ43qJ1EOJhX7Mm1VkWLFtH+jue4tai72lGEiyT7R6gdwTspVvhqFqS5dvhA4XxSch6qePGXnHrmWZSaGsa9d4DbC3uoHUm4QBJNu8pXNIPNDP+9FbK3qp1EOJCUnAcq/f57Tv7tb/DbkWazmdHv72NmYU91gwmnS5LhvJzLXA6fToS8Q2onEQ4iJedhyjf/Qu4jj4L1D9NCWyyMfH8vd+f3UieYcInkM7lqR/B+lUXw8QQoltGCvIGUnAepOnSInPvuQ6mpOf8CFgsjPtjNfXlSdN7IoDXQMf+Y2jFah9IT8NF1UF7Y+LLCrUnJeQjziRNkz7wT26/3BDbIamXYB7uYfaq3a4IJl+kcGI1BbvR3ncKj8Mn1UN3I/znh1qTkPIC1rIysO+/Ckp/ftBVsNgan7uDRk32cmku4VpJehvNyudydtTeMWxo4eiLcnpScm1MsFk48+BA1x+w8TKUoDFi4nbkn+jonmHC5ZLO18YWE42WsgyX3qp1CNJOUnJv717KdmPIKmreyotDvw608kS1F5w2STHJ+SDV7P4efWz46kXA9KTk39ukvWcz/JY+be91OxYChzd5O74+38lSmTCvi6ZJlOC91/fBXyFivdgphJyk5N7X1+BmeWroPgCKbnkkdUsgadX2zt9f90y08kyFF56ki/NoQJlf6qctmgS+mQ8kJtZMIO0jJuaHc4kru/ng7ZuvZYUWtaLkrYDA/XTcL/jCfXlN1/WwLfz8mReeJkvzaqR1BAJTnw+dTwVKtdhLRRFJybqbKbOXOj7ZRYDr/1VzPK11479qH0RjDmrX9Lp9v4R9HpOiawlxkpuJoBdbKC1/wUZPv/CvvkmneLzbCCU5sh+WPqJ1CNJHMQuBm5vx3F1/ubPxwSB9DOc9vTYXjGY0uez5ZEwbySPKOZq2rJovJwrGnj9HxsY74tKsdxzH3o1zOrD5Tt4xPhA9JLyY1uq3MVzIp211W93ngRYF0/HNHAApWFJC3LA9DuAFzoZn4B+MJ7BqIab+J7H9n0/bqtrQb146q3CqqsqowXmJ07Bv9gxd9OzHm0Fqnvoaw07hXof90tVOIRujVDiDOWrY7t0kFB7DLHMht/e7i3fAv8d2xxe7XivtyC6+kDGT2RZ5TdJYyC5mvZmIuqH9DdGVmJfGz4wnoElD7QBOPT1RmVtLluS4Ywmr3kjR6DQDVp6opWFFA4t8TMRgN5C3J4/RXp+n0l06cWXOGDtM6cHLRSdqNa0fp1lLajm3rsPfYkKQzch7I7az4M0T2gNgBaicRFyCHK93E6dIqnvx6n13r5Nn0TIyfyMkrxzfrNTss2cLrez3n9oLst7MJHRRa7zHFqlCdU01AcgC6QF3th7+u0W2Zz5hBAb8Yv7r1tL7aum1GT4/GYKwtP784P6zltYcsreVW/GL9ALBV29DoNGj1zv1v5KvzJSFfrqx0O9aa2vNz5c28xUe4hJScG1AUhUf+t5uSSvuHbDIrGm4PHsYv184Avf075u2/2cqbezyj6DpM60DbUfX3mqqya2d/P/a3Y+yfuZ/jLx2nprDxc2QV6RUoNoVDsw+x/879ZP8ru67I/Dr4EdK3dnQRa5WVwlWFhFxc+7nWT4ul1AIKFG8uPqd0naFzQBQ6RW4Ed0tlJ+Gb2WqnEBcgJecGPtqcyfqjLftt8Gm68sl1s9EEB9u9bsS3W/nXzj5o3PzsrE/EuXOpVedW4xvtS8ysGBL/nohGpyE3tfGR+mtO1eCf4E/CIwl0frozNQU1nP7idL1lynaXcfihw1hKLERcUztZaeigUDKezyC4dzDmAnPdeUFnStbb/28qXOjgUtjzudopRAPkwhOVpeebGPv6BiodNGTTJYYynv75fZQc+6cJOTOqP3f324WicUgUp9k3bR9J85POWzA1BTUcefQI3f7VrUmHLX9TfqicrLey6PZGt7rHFKtCxbEKTn58ksCugUTdFAWAtcJKdW415jNmzqypveAlfnY8Wh/n/M44N+gibt670inbFg7iFwr3bIaQaLWTiD+QPTkVWaw2Zn++22EFB7DZHMwdg+7G3Mv+2wTCv9/Gu9t6o8PNW+4CdAE6UMBSbLFrPW2AFmuZFZvZVveYRqchMCmQqJujKFpfVO81yvaWoTFo0AXr0AXrKD9Y7rD38EdJpXLOx+1VlcDS+9VOIc5DSk5Fb65JY3d2scO3e8Lqw6TON1IwfIzd64au2s47m3uiVzzjW+PkopOUbCmp+7wyoxI0YAi/8H1lWW9mUZFWUW89fagerUFL8c/FFKw4WywanQaN9mzxW0wWdIE6rBVWfNv74tveF4vJvlK1R3LeUadtWzhQ2irY9r7aKcQfeMZPMi+0O7uYN39Mc9r2qxQtU41Xsnv8NNDa988csmYH7/7cHR+l6Yf71OIX58fpxacpP1yO6YCJkx+fxHipse5KSWulFcVy7hF5v1g/Ti46ScWxCkp3lZL3ZR7hV4QD4BvlS96SPEq3l1KTX8Ppr04TMuDsNDclP5dgvMSILkCHudCMudCMLtA5X6v2/u0IqSxpfEHhHr7/K5xp3r2rwjmk5FRQZbYy+/NdWGzOPx06V9uDxRMeQhMYaNd6Qet28u6Gbvi6edGFDQ0jpH8Ima9lcuI/JwjqEUT0LWfPi6Q9mVbvhu/ftBvbDt9oX47PP86pT08RfkU47cbVDp3ln+BP9K3RnFx0krSn0vBp40PUlKi6dRWLgj5ET2DXQKpyqqjKqSKwq31f36ZK9nX+PXjCgWpM8PU9YLM1vqxwCbnwRAVPLdnHwp8zXfqalxtK+cuG/6CcbPzKw9+rHNKLu4YdoUrjvMNxomEzQ3vywK5v1Y4h7DXqORgi5+jcgezJudjGtAI+3OzaggNYZw5h1pB7sV7U0671/DftYcHaRAJsMnaiGpIrTWpHEM3x43NwRm7gdwdSci5ksdp4aul+1Np3Pm71ZVLyVEouvdKu9Xw37+XdNZ0JUpx/T5ioL/lMjtoRRHNYquC7J9ROIZCSc6lFW7JIy1P3N/MKRcuNbcdwcOzNoGn6rQI+W/bxzg8JBNt8nZhO/J6/zo+4ArmIwWMdXg5pq9VO0epJyblIaZWZV1a5z6Xgcwx9+WbCA2j8/Ju8jmH7Ad75Po5Qxc+JycRvEgOj0SpyAYNHW/kXsMr5bDVJybnImz+mcabc+fOO2eMtayyvjJ+Dpl1Ek9fR7zzIv1d0IMzW9HIUzZOoc84Vm8KFCg7DlnfVTtGqScm5QGZhOakbj6sd47y+qwnjwcsfwJbUrfGFf6XbfZi3l0fRxhbgxGQiuUb2ALzC2hdkpgIVScm5wPPLD1Fjdd/DToctfkzpcRvllwxr8jravUd4a1kEEdYgJyZr3ZJL89WOIByhugRWP6N2ilZLSs7JfkkvZOX+U2rHaFSpTc/E9teQPnpSk9fRHkjjjaVtaC9F53AaNCTlOW9EHOFiOz+Ck7vVTtEqSck5kaIoPPftQbVjNJmChnv9BrJ6wj1ofJp2u4Dm0DFe/zqMDtaQxhcWTRYdEEFQVanaMYSjKDZY8ZjaKVolKTknWrzjBHtPeN64gy/ZOvGvlIfRhLdp2gpHMnjlyxDirEan5mpNkn2b+LUXniPrZ9j/ldopWh0pOSeprLHy0neH1Y7RbEvNbXj0ioegU5emrZB2nJe+CCDBYnRmrFYjyebeY4aKZlr3IqqNBtFKSck5yb/XHeNUaZXaMVpkr8WfW3rPoLL/kKatkJ7F/P/50dkS7txgrUByhRyq9Ep5B+DgMrVTtCpSck5QaKrm3Z+8Y9y6QkXPxJhryRk1oUnLK8dzeOG/BhItcritJZIL7Z/ZXXiIn15UO0GrIiXnBAt/znTobN9qs6JlZsAQNlx3F+j1jS6vZJ3g74t0dDW3bJqYmnz3unneVQL1AcQUun4Qb+Eip/bC4RVqp2g1pOQcrMps5WMVZhlwJmtlKTn/voN5xSF8cN3DaEKNF1z+8+JiLlu7jq/vXEf+P05gLjafs4xiUTj65FFMB2vH8jTtN3Hw/oPkf1N7b1hVbhUVxyrOWa81SAyIQoOct/Fq62RvzlWk5Bxs8Y4ctxu+qyWsFSXkfTEPa8lpAD43t+OJUbMhLuG8y2+vqOCNgnxeiIrm+46diMm1UvVp8TnL5S/Ppzqnuu7zM2vO0GFaB86sPQNA6dZSQvq3ztsSknUykozXy90BR1epnaJVkJJzIEVReG+Dd40aX7D0RQK71R8JZbs5kOn976SmT/9zlj9eU8PfItszJDCQ9gYD1/kHoNlbysU1Z2fWrj5VTcHKAgxtz85RZy234hdbO/CzrdqGRqdBq2+d355J1d7zS5K4gHX/UDtBq9A6f4o4yaqDeaTnl6sdw6HCR99PSP+Ucx4/ZfNhYsIkTl9xTb3HrzcaGRkcXPf58Zoa4rRa5n5YyYDqaAByF+bSbmw7DG3OlpzWT4ul1AIKFG8uJnRQqJPekftLKs1TO4JwhZwtkL5W7RReT0rOgRas944rKn/PYGzf4HM1aJkWcjnbUu4A3bn3dRVbrXxeXMwUYxhKfgF/Xmgi/EewVlhpO7r+RSmhg0LJeD6D4N7BmAvM+LRrnRO01g7ndUztGMJV1s1XO4HXk5JzkD05xWzJOKN2DFX8VdONRdfNRhMUXO/xZ06foo+/P5cH1Y5tWXg6jwOLDjPulovR6OpP2Gq8xEjXN7piHGLEL9aPjH9kkPGPDGw17juwtTPEBrQnoFrdiXWFC2VugNxdaqfwalJyDrJgvXedi7PXh5b2PDtmDpoOMQAsLilmW0UFz7U/ey7u+bw8JgSH8OwqC8Mr48/Zhi5AR9neMjQGDbpgHbpgHeUHvevwb2OSfeVG+lZn2/tqJ/BqUnIOkFNUwYq9J9WOobqN5mBmXnIPO6NjeSEvj39Gd6Dt7+6r+7aslE+Kixi4dSsL71tJ5dFKsl7NqrttwGKyoAvUYa2w4tveF9/2vlhMrWtOtSSrpvGFhHfZtxiqy9RO4bUav7NXNOqDjcex2FrXfU226go0eh80uvrfQsdLy7n1ly3c3m8QF5UUUm6rPdwYqNXyQ6dO9ZZ9+PRpYid3Jf3i2vvhSn4uwXiJkYpjFZgLa++t8+/UumYgl+G8WqEaE+z5HAbcoXYSryR7ci1UWmXmv1tb3xBMue/fR+Wxrec8Xn7gJ6wVJSzY9jMDjh6p+wDoYPCp9+FrszFpQxnXkATU3iCuD9ET2DWQqpwqqnKqCOwa6NL3pbakgiy1Iwg1bP9A7QReS6MoMiR2Syz4KZ3/W+45c8a52p36E0xY/g5KRcOjl2gCA/no9jiWBh11YTL3E2wIYtORA2rHEGqZsRpizr33VLSM7Mm10OIdOWpHcGvvWjrwj7EPo2nf8K0ISnk5U/9znAllSS5M5n4SAxr+GolWYJvszTmDlFwLHD1dxqFTcsK4MWvModwz9H5s3bo3uIxSWcmU99KZWJrswmTuJVkjw3m1avu/hCrPm2TZ3UnJtcCy3blqR/AY6VZfJne9ldKhVzS4jFJZxaT/pDGlpJsLk7mP5BrPnn9QtJC5Anb/V+0UXkdKrgWW7ZHbBuxhUnRMbvcnjvxpCmjOf6m8Ul3NhP8cZmrxRS5Op77k4tNqRxBqkwtQHE5Krpn25pSQUdC6blR2lAd9LmbFhPvR+Pmd93mlpoZr/nOQ6WcaPrzpbXQaHV3y0tSOIdSWdwBO71c7hVeRkmumZXvkUGVLvG6N441r5qBp28DEqmYzY97bz4zCHq4NppLYgEj8zJVqxxDu4OAytRN4FSm5ZlAUhW/kfFyLfWsO56HhD6F0aeCqSouFUe/vY1ZBT9cGU0GyT5jaEYS7OLBU7QReRUquGbZlFpFbIhcJOMIhix9Tet5B+aDLzr+AxcIV7+/h3rxerg3mYskynJf4Td5+KJSZKBxFSq4Z5KpKxypRdEyMGs/x0RPPv4DVyuUf7OLB071dG8yFkk3FakcQ7uSg7M05ipScnaw2heV7T6kdw+soaLjbbxBrJtyDxuc8c8nZbAxN3cnDJ/u4PJsrJBVmqh1BuBM5L+cwUnJ2+vlYIQWmarVjeK0XbZ14N2UOmrDznKOy2Ri0cDuPnejr+mBOFOoTQvviE2rHEO7kxA4occxoSqmpqfTp06fB59euXUtCQoJDXssVpk2bxtNPP93k5aXk7LR0t/wwcrYvzW157MrZ0LHzuU8qChd/tI3Hs72n6JL9ZTgv8UcKHPzGJa906aWXsmfPHpe8lhqk5Oxgsyl8f0Bu2HWF3ZYApvadSdXFl5z7pKLQ5+Ot/C3TO4ouSeOrdgThjlx0Xk6v1xMSEuKS11KDlJwdDpwspbjCrHaMVqPApmdS3PXkXpVy3ud7fLqVZzL6uTiV4yVVy+FvcR5ZP4Mp3+kv09DhytWrV9OrVy+Cg4MZM2YMOTlnD5+uXLmSnj17YjQamTFjBtW/fg8//fTTTJs2jWeeeQaj0Uh8fDzr16+vW++ll14iKiqKkJAQpkyZUreeoijMnz+f+Ph4oqKieO211+rWMZlM3HTTTQQHBzNixAiKiorsen9Scnb4JeOM2hFaHbOi4Y6gy/j52jtBf+4cv10/28L/HfPsoksuluHhxHkoNji2WpWXPn78OOPHj2fOnDkcPHgQo9HIfffdB8CxY8dISUlh9uzZbN++ne3btzN//vy6dZcvX05aWho7duxg6NChPPHEEwAcOnSIuXPn8t///pcdO3aQlpZGamoqAB9//DHPP/88n332GV9++SVPPvkkGzZsAOBvf/sbR48eZfv27dxyyy0sXWrfHq6UnB1+SS9UO0Kr9QxJfHjtHDTnOayS+PkWXkjzzKLTa/R0OS3DeYkGZPykyst++umnDBs2jGnTphETE8P8+fOZMWMGAIsWLaJv377cfvvtdO7cmVmzZtUrHp1Ox7vvvkunTp2YNm0a2dm1k0r7/TqMX3V1NXFxcfzyyy/MnDkTgIULF3LnnXcyePBgBg8ezLhx4+q2+dVXXzF37lySkpK44447GDhwoF3vRUquiRRFYetx2ZNT0yJLBH+7+mE0sXHnPNfpf1uYf8Tzii4hMAofqxyuFA1QqeRycnLqHcKMiYlh3LhxAJw4cYIdO3ZgNBoxGo08/PDDZGWdndF+8ODBdYXm4+PDb/NyJyQk8J///Ie5c+fSpk0bJk+eTEFBQd02X3/99bptfvXVV3XbPHnyJLGxsXXb79Spk13vRUquiQ6fLqNIzsepbos5kNsH3o2598XnPBe/eAsvH/SsoksyhKodQbizkmw4k+Hyl42NjSUj4+zrHjlyhL59+2Kz2YiJiWH8+PHs2rWLXbt2sXv3bn744Ye6ZRu6iCUnJ4devXqxfft2srKyKCoq4tlnnwVqS/SZZ56pt83nn38egIiICHJzzw7A8ftCbQopuSb6JV324txFrtXADR0nkz/iT+c8F/P1Fl7b7zlFl2RR1I4g3J0D9ubMZjM5OTn1PmpqahpcfsqUKaxfv57U1FSys7N57rnniIiIQKvV1j139OhRAF577TWmT5/eaIYDBw4wZswYNm7cSHl5ORqNBpvNBsBtt93GokWLKCsro6KigjvvvJO33noLgJSUFF588UXS0tL48MMP2bRpk13vXUquiX7JkPNx7qQGLbeGXsGO8dNBp6v3XNTSLbyxxzNuL0guL1Y7gnB3mRtbvIkDBw4QGxtb72PHjh0NLp+QkMCSJUt4+eWX6d69O8XFxXzwQe1cd506dWLhwoXMmTOH7t27s2/fPhYtWtRohlGjRnHXXXcxceJEkpKSUBSl7qKUm2++mcmTJzN27FiGDBlCx44deeaZZwB47rnniI2N5eKLL+b9999nzJgxdr13jfLbAVNxQf2f+4ECU8O/+Qj1TNOf5MaV76CYTPUeLxjTn3t770Jx47GPfyysoV2pDBMnLsAYDw95783aziZ7ck2QllcmBefGUi1R/N+YOWiiO9R7vO2Kbby9ow8aN/01LtzXKAUnGlecCaVym0lzSck1wWY5H+f21ptDuHPwvVi715+SJ/z7bbyzrTc63G93Lsk/Uu0IwlNkb1Y7gceSkmsCuQncM2RZfZiUdAtFl42s97hx1Xbe+aUnesW9vt2TkeG8RBNl/aJ2Ao/lXv/r3ZTcBO45KhQtN7W5mv3jpoLm7N5byI87ePfn7m5VdMlVFWpHEJ4iZ6vaCTyW+/yPd1NZhRXklcnNup7mEX1vlk54AI2/f91jQet2smDjRfgougus6TpJRXKeRTRR/iGQawSbRUquEUfzytSOIJrpbWssL417BE3E2XNfget3sWB9V3xVLjq9Vk+n/GOqZhAepMZUe2O4sJuUXCMyCsrVjiBaYJU5lPsvux9bcre6x/w37mbBumT8lHMHfHaVTgHRGKyt94rdwgobm7ItFFTY1I5SJ6PIfbKcV95BtRN4JCm5RhzLl5LzdEetfkzpfhtlg4fXPeb38x4W/NiFAJtBlUzJrXg4r8/2menyhol7l1cR94qJz/bVHy5v7qoqrllk//nKG7+o4P7llfUee3d7DVH/LMPwbCmjPirnZFltka1Kt9BufhnPr689FXEw38rmHGsz35GLSMk1i5RcIzIKTI0vJNxeqU3P5MixpI25se4x3y37WLC6E8E211/lmGxx8x+oTlJcpXD/iirWTw9k511BvDPOj8dWVdU9vy/Pyr+21vDq1X52bfe7NAs/Zlh59oqz623IsvDXNdV8dJ0/GQ8GUWWBR36ofa13ttfw7jg/3t1Ruzf9xQEL11+k3p59k+QfUjuBR5KSa0S67Ml5DQUN9/v257vr70PjW1tshm37eef7OEIV+36otlRSWeu8LaWsWuHVq/3oEVF7TrR3ex1FlbUXVCiKwl3fVPHQJT50Dm/6j6ZKs8I9yyt54SpfjH5nr6g9XGDj7bF+XNVJT0yIlul9DGzLrd2TO1Op0Lt9bYbyGgWDDnx07ncvZT2yJ9csUnIXYKq2yJWVXuhVawJvjH8YTZu2AOh3HuTfK2IIs/k3sqbjJOelu+y13ElsqJabe9UeIjZbFV7aVMOEbrWfL9hhZtcpKx2NWr45YsZsbdrVhM/+VE2lGfRa+DHDUje1yx39fOq2DXC40EaXX8sz2EdDXrkNRak9fHpjD3UOW9ul4IhcYdkMUnIXkCF7cV7rW3M4D494EKVLEgC63Yd4e3kUbWwBTn/ttr7hhJcXOP113NnuU1YiXyrj+2MWXh3th6lG4ckfq0kM15JTqvDyzzUMS62gqpFZGrJKbLz8cw1dwrVklSg8+kMVEz6v5I9D8hZW2Hhnew339K8ts8ndDQz7oIKxiXqOF9tIMHrAj0JzBRS5ftodT+cB/7LqSZfzcV5tv8Wfm3vdTsWAoQBo9x7hrW8iibAGOfV1k/0jnLp9T9ArUsvqWwPpHqFl+pJKvjxoptys8ONtgfz1cl++nxpAcZXCh7svPIdj6i4zkUEafpgawJPDfFl7WyDrjlv4Ib3+Oc97llcxJFbP2KTakpvS00D+o8Hc0stAr0gdV35YzpUfllNpdvM9pTw5L2cvKbkLkCsrvV+RTc+kDilkjboeAO3+o7yxrA0RtkCnvWYSHnBozMk0Gg19o3Skpviz5JCF7BKFQR10hPvXnhfTazX0itQ2ell/TqmNKzvq8dXXrhfsqyGxTf313t9Zw0+ZVt4fX/+8a6ifhpVpFvz00DZAQ9sADWuOWxz8Th0sX87L2UtK7gLkHrnWwYqWuwIG89N1s8BgQHPwGG983YYoa7BTXi+5svUO5/VjhoVHvz97NaX+159AMSEaKv/QL5nFCvGNHEaMDdFS+btDmjZFIaf07HpbTlh5aGUVn13vT2RQ/W0VVtgI99dQXKWQ3EZLchsthRVuvidXbN+s2EJK7oLS8+VwZWvyvNKF9659GI0xDM3hdF77KpQYi+PvZ0suynX4Nj1F17ba2sv3t9eQXWJj7upqRnXWcU2ygYP5Vv69rYacUhuv/1LNrlNWRnepvay/tFo574Uok7rrWXbYwuIDZnJKbfxlVTXVFhgaq+O0ycY1iyp4bKgvF0frMNUomGrObuOTvWZu6mnA6Kchs0Qhs0QhzN/Nr7A05amdwONIyV3AcdmTa3W+MLfl8atmQ0JHOHqclxcHEW8xOmz7PlofElrxcF7RwVr+NzGAVzfX0P1fJirMCh9d50+4v4aVtwTw0R4zSW+YeHVzDZ/d4F93QUivt018e/TcQ4nJbXX89wZ/nltfTeIbtcssudGfYF8Ni/aZyStXeHJNNcHPl9V9/MZshXaBWoYn6NmXZ2VfnpXhCW5+r5zptNoJPI7MDN6A06VVDPr7arVjCJVEaMy8e/wrfHduQZMQy2MTq0jXF7V4u92C4/l8z3oHJBStUkgMzNmvdgqPIntyDciX++NatTzFwMSEiZy6cjzK8Wz+8bkvieY2Ld5ukj7EAelEq1UuhyvtJSXXgNKqC1+6LLyfWdEwPXgYW66dgXLiFH//r46u5rYt2mayuXUO5yUcxFoDFa1ztJzmkpJrQFmVm19KLFzmKbryyXWzobiMZz+F7jXNv88tuUwm4BUtJOfl7CIl1wApOfF7H5sjeXr0HNAaePpTK71qIhtf6TyS89IcnEy0OlJydpGSa4BJDleKP9hsDuaOQXdT064Df/24hr41UXatH+nfltCKll+8Ilq5Mik5e0jJNUD25MT5nLD6MKnzjeR368/jH1bSvzq6yesm+7ZzYjLRasienF2k5BpQVi0lJ86vStEy1XgluwaPY+7HlQyq7tCk9ZJUnIlceJHyfLUTeBQpuQaUyeFK0Yi52h78b9hUHvncwtCq2EaXT66UwQWEA1jk9iZ7SMk1oFQOV4om+I8lmn8MvoMHlvtweWX8BZdNKspxUSrh1aw1aifwKFJyDZBzcqKp1phDuK/nrczY2IYrKhLOu4yfzpf4fJkLTDiAVY4y2UNKrgFyuFLYI93iy00xNzDhYDKjyjud83yXwGh0itwILhxA9uTsIiXXANmTE/aqULTcFjCC/icGM7q8c73nknXOnYhVtCJScnaRkmuA7MmJ5vqLtSch+X9iVHVS3WOJZvmlSTiITb6X7CEl14CKGjm0JJrvvcoO5J++nsuViwBILi1QOZHwGrInZxcpuQbotG4+eaJwez+Vh7I3cxL9/HqTJMN5CUeRkrOLlFwD9Fr50oiWy6z0Y9u+SRgCG7+PTogmkasr7SI/yRuglz054SDlZh23me7D5mdUO4rwBrInZxcpuQbodVJywnG2FIfwWsgjKMj3lWghjfzYtod8tRpg0MmXRjjWa1md2BJ7h9oxhKfzkdtR7CE/yRsgF54IZ7gpbThnoi5TO4bwZD6BaifwKFJyDfDVy5dGOJ5V0TLh1HQswU2buUCIc8ienF3kJ3kDAn1kWhThHMcr/XhM+wiKzlftKMIT+UrJ2UNKrgGBvjq1Iwgvtvh0JEva3692DOGJ5HClXaTkGhDoK3tywrkeOtaPzJjxascQnkYOV9pFSq4BcrhSuML4zBuoCu+mdgzhSaTk7CIl1wDZkxOuUGLWc0flAyi+IWpHEZ5CDlfaRUquAUFyTk64yMaiUN4MfVRuFBdNIxee2EVKrgFtguTKN+E6/8zqzM6429SOITyBb7DaCTyKlFwDYsL81Y4gWpnJaSMpbj9Y7RjC3QVHq53Ao0jJNSAmLEDtCKKVMds0TMyfgTUoSu0owp0ZZUYLe0jJNSA2XPbkhOsdLffnCcMjKFqD2lGEO/ILlcOVdpKSa0CAj57wQB+1Y4hW6LOTUayIvk/tGMIdhcapncDjSMldQKyclxMquSdtANkxY9WOIdyNHKq0m5TcBch5OaGma7MmUR2WrHYM4U5CpeTsJSV3AXKFpVBTYY2BO2seQJERLsRvQmPUTuBxpOQuICZc9uSEutYVhrEg/BG1Ywh3IYcr7SYldwGyJyfcwd+PJ7EndqraMYQ7kAtP7CYldwGxck5OuImJx66mNHKg2jGE2mRPzm5Schcge3LCXVTbtEwqvBNrYKTaUYRafEMhsJ3aKTyOlNwF+Bl0tAuWMSyFezhkCmCe76MoWpkho1Vq3xM0Moi3vaTkGpHQRg5ZCvfxYW40q6LvUTuGUENUL7UTeCQpuUb07GBUO4IQ9cxMu4STHa5WO4ZwtajeaifwSFJyjegXb1Q7ghDnSMm5iRpjF7VjCFeSkmsWKblG9IsLUzuCEOfIqzZwt/khFIPMEt0qGAKgbZLaKTySlFwjoo3+tA/xUzuGEOdYXRhOats5ascQrhDZHbQ6tVN4JCm5JugbZ1Q7ghDnNS+jGwdip6gdQzhbe7nopLmk5JpADlkKd3Z9+p8wRVysdgzhTHI+rtmk5JpALj4R7qzSqmNK0SxsAW3VjiKcRUqu2aTkmqB7dCg+OvlSCfe1tyyQ//N/FEUj5228js4XIi5SO4XHkp/cTeBn0NEtOkTtGEJc0HsnYlkbM0vtGMLR4i4BvY/aKTyWlFwT9ZOLT4QHmH50KKejr1I7hnCkziPUTuDRpOSaqK9cfCI8xLW5t2AO7ah2DOEonaTkWkJKrolkT054ipNVPtxvm4NikHFXPV5AG7nopIWk5JooJiyAyBCZkUB4hpX5bfi03UNqxxAt1fFymXmghaTk7HBF1wi1IwjRZE+k9+Bw7ES1Y4iWkPNxLSYlZ4eru7dXO4IQdpmQnkJ5uz5qxxDNJefjWkxKzg5Du7Ql2E8mrBSeo9yq5eaSe7D5t1E7irBXmy5gjFU7hceTkrODQaeVQ5bC4+wqDWJ+0CMoGvnv7lFkL84h5LveTqPlkKXwQG9nx7MpZqbaMYQ95HycQ0jJ2Wl4cgR+BvmyCc9zS9owCqKHqx1DNIUhQPbkHER+WtvJ30fHsMR2ascQwm6KouHa3NuwhMSpHUU0JnEU+Mh9jo4gJdcMcpWl8FQ5Vb7M5mEUvUwE7Na6X6d2Aq8hJdcMV3WLxKCTGzSFZ1qW144vIh5QO4ZoiCEQkq5WO4XXkJJrhtAAA5d0kkuyhed6NL0P6bET1I4hzifpajD4q53Ca0jJNZMcshSeLiXjWirb9lA7hvijXpPUTuBVpOSaaVT3SLRyxFJ4sDKLnttM92HzM6odRfwmoA10kamSHElKrpkigv3oHx+udgwhWmRLcQivhTyCgvzG5ha6TwCdQe0UXkVKrgVuvkQuxRae77WsTmyJvUPtGAKg941qJ/A6UnIt8KeeUbQLlul3hOe7KW04Z6IuUztG6xbeGWL6q53C60jJtYBBp2XKQNmbE57PqmiZcGo6luAOakdpvfpPVzuBV5KSa6FbBsXJPXMuZC4+pXYEr3W80o/HtI+g6OTohMsZAqHvVLVTeCUpuRaKCPFjlJffTnD6879h2ruq3mNFa1PJ+2Ke3dvKX/IPzvzw73MeNxflkv1a/fMRlcd3kf36TZT8/HntMgXZ1OQetvs1RdMtPh3Jkvb3qx2j9el9I/gb1U7hlaTkHGDakAS1IziNaf8aqjJ21HusJv84ZTu/JezKO+3aVmX6dqqy9mC87JZ6j5uLT5H3xTxsVab6r71rBW1G30fZ7u8AKD+8gYDkIc14F8IeDx3rR2bMeLVjtCIaGDRL7RBeS0rOAQYkhHNRVIjaMRzOWllG0Zr30IfH1D2mKApnvnuLkP4pGMKimrwtm7maMz+8Tdjlt6H1C6r3XP4X8wjqNercdarKMER0qv17TRUanR6NXF7tEuMzb6AqvJvaMVqHziOgXZLaKbyWlJyD3Do4Xu0IDlf043sEJA7GNzq57jHT7u+oyUtHHxpJRdoWFKulSdsq2fQZiqUGtDoqM3ejKErdc+1ueIrArpees47GJwBbeTEoCuUHfyKw27AWvyfRNCVmPXdUPoDi632/vLmdQXerncCrSck5yLV9OxDq7z17GVWZe6jK3E3Y8LNXfNlqKile/xH6sGgsZQWUbv2aU58+VlteF2ApzaN069fojVFYSvMpXvM++V/9X13RGYznP6cZ2PUyTn06F//OA7CWnEYfGum4NygatbEolDdDH5UbxZ2pTRdIHKl2Cq8mJecgfgYdkwfEqh3DIRRLDYXfvUn41feg9T07p1XFkU0o5ioib/w7xqFTiJz8LLaqckz7frzg9kx7V6MLNBI5+TmMQ24kcsrzVGfvo+r4zguuF3jR5cQ+8AlB3YdjiOjI6c8e5/Rnj2MzVzvkfYrG/TOrMzvjblM7hvcaeBdo5JcIZ5KSc6Cpl8R7xXiWxZs+wycqkYDOA+o9bi0rxCcqGZ1/MAAarQ6fiI5YSi58Wb+1rAC/+N5o9LV7ulrfgNq9wZLTjWbR+gZSmb4Djd6A1j8UrX8o1Vl7mvnORHNMThtJcfvBasfwPr4h0OcmtVN4Pb3aAbxJbHgAV3SNYNXBPLWjtEj5gXXYKkrIenUyAIq5mopDG9AGGtEFGustaynJwy+u5wW3pwtui7kwu+5zRbFhLStAHxLRaBZrZSla/yBsVeUYwjv8+liZne9ItITZpmFi/gxWBh1HZzqpdhzv0Xcq+AY1vpxoEdmTc7B7R3RRO0KLtb/pH0Tf8RbR018nevrrBHQZSOilNxM19Z+YC3Mo27kcS2kBpduWUpOXjn+niwGwVVec90KUwK6XUZm2hfLDG7GUFlC8biGK1YJvh8av3ivfv5bAi4aj9QvEUpqHpTTvnKszhfMdLffnCcMjKFrvOe+sKr0/DJWJa11BSs7B+saFMdrDbw7Xh7RFHxpZ96Hx8UcXEFJ7Xm3iPMr3ryF3wV2UbVtCu/F/rrsgJPf9+6g8tvWc7RnaxNA25TFKNv2X3AV3UnlsK+0mPFnvfF+DbBZ0AaH4xfbEnJ+JOT+z0T1H4RyfnYxiRfR9asfwDgNnQrBn/5zwFBrl99dyC4dIyzNx9as/YbXJl1Z4n/VdPiE251u1Y3gu3xB4cDcEyFRdriB7ck7QJSKIiRfHNL6gEB7o2qxJVIclN76gOL/B90rBuZCUnJM8dFUSvnr58grvU1hj4M6aB1B85Nyo3fzDa0tOuIz8FHaS9qF+Xj2mpWjd1hWGsSD8EbVjeJ5LHwLfYLVTtCpSck50z/AuhPjJXRrCO/39eBJ7YmV6mCYLag8D7RvUXLSclJwThQYYmDW8s9oxhHCaiceupjRyoNoxPMOwR8Dgr3aKVkdKzsluH9qRyBCZhFJ4p2qblkmFd2INlHFFL8gYBxdPUztFqyQl52R+Bh0PXinTaAjvdcgUwDzfR1G0cmi+QVc9DTJNlCqk5FxgUv8YOrUNVDuGEE7zYW40q6LvUTuGe+p8BfS4Xu0UrZaUnAvodVoevVruKxLebWbaJZzscLXaMdyL3g/+9JLaKVo1KTkXGdMzihHJ7dSOIYRTpeTcRI3R88dvdZhLZ0MbufhMTVJyLvT3CT0J9pXzFsJ75VUbuNv8EIpBDs8T3rm25ISqpORcKCrUn8fHNj7yvhCebHVhOKlt56gdQ31j/wl6ubJabVJyLjZlYByXdmmrdgwhnGpeRjcOxE5RO4Z6etwAnUeonUIgJaeK5yf0JNBHp3YMIZzq+vQ/YYq4WO0YrucbCqOfVzuF+JWUnApiwwN4bExXtWMI4VSVVh1TimZhC2hlRy6u/CsENT7rvXANKTmVTL0knoEdZboN4d32lgXyf/6PomhayZGLuCHQ/w61U4jfkZJTiUaj4cXre+FnkH8C4d3eOxHL2phZasdwPr9QuH4BaOX/tDuRfw0VJbQN5JFRcpO48H7Tjw7ldPRVasdwrmteg1CZLNndSMmp7PahHekXZ1Q7hhBOd23uLZhDO6odwzn6ToXu16mdQpyHlJzKtFoNL97QGx+ZRVx4uZNVPtxvm4NiCFA7imO1SYQx/1A7hWiA/GR1A10igvjruIvUjiGE063Mb8On7R5SO4bj6Hzg+v+Aj4zw4q6k5NzE1EvimdRfjucL7/dEeg8Ox05UO4ZjXPFXiO6jdgpxAVJybuTZa3vQO9aodgwhnG5Cegrl7fqoHaNlOo2AIfernUI0QkrOjfjqdbxzy8W0DZLx7oR3K7dqubnkHmz+bdSO0jwBbeG6d0CjUTuJaISUnJtpH+rHv27uh0En/3mEd9tVGsT8oEdQNB72Y0jnA5M/huBItZOIJvCw767WYWDHcJ4cKxeiCO/3dnY8m2Jmqh3DPuNegfjBaqcQTSQl56ZuG5LADRfLhSjC+92SNoyC6OFqx2iaIfdD31vUTiHsICXnxv7vuh70jglVO4YQTqUoGq7NvQ1LSJzaUS4saTRc9YzaKYSdpOTcmK9ex7+nXkzbIB+1owjhVDlVvszmYRS9n9pRzi+ie+39cDIupceRfzE3FxXqz1s39UOvlQtRhHdblteOLyIeUDvGuQLawk2fgW+w2klEM0jJeYBBndrwt2vkQhTh/R5N70N67AS1Y5yl84EbPwGjmx9KFQ2SkvMQtw5O4J7hndWOIYTTpWRcS2XbHmrHqHXNaxB3idopRAtIyXmQP4/uys2D5DdK4d3KLHqmlt2Pzc+obpCr5kGfm9TNIFpMSs7DPJvSg/G9o9WOIYRTbSsJ5rWQR1BQ6Vz05XPh0ofUeW3hUFJyHkar1fDypN5c0TVC7ShCONVrWZ3YEnuH61946IMw4i+uf13hFFJyHkiv0/Kvm/sxqGO42lGEcKqb0oZzJuoy173gwLtgpNwL502k5DyUn0HH+9MGMCAhTO0oQjiNVdEy4dR0LMEdnP9i/W6TyU+9kJScBwv01ZM6fSD946XohPc6XunHY9pHUHROnJ2j12QY96rMKuCFpOQ8XKCvntTbB9Ivzqh2FCGcZvHpSJa0d9LcbRelwLVvy2gmXkqjKIqidgjRcmVVZm59fws7s4rVjiKE06zr8hnxOUsdt8Gu42BiKugMjtumcCvyq4uXCPYz8OHtcuhSeLfxmTdQFd7NMRvrdxtM+lAKzsvZVXLFxcXccMMNBAYG0q9fP7Zt2+asXKrYsGEDPXv2xM/PjxEjRpCZmemy105NTWX48OEt2kawn4FPZg5iXK8ox4QSws2UmPXcUfkAim9IyzZ0+WMw/nXQ6hwTTLgtu0pu+vTplJeXs2vXLmbMmMH48eOprKx0VjaXKi4uZvz48Vx33XUcOHCA8PBwbr75ZrVj2c1Xr+ONKX25W4YAE15qY1Eob4Y+2rwbxTW62klPRzzu+GDCLTW55DIyMliyZAnvv/8+iYmJ3HPPPRgMBn788Udn5nOZZcuWERISwrx58+jUqROvvPIKGzdudOnenKNoNBoeG92VFyb0lNkLhFf6Z1ZndsbdZt9Ker/aw5P9b3dOKOGWmlxyGzdupFOnTkRFnT0Udu+99xIaWjup5759+7j00ksJDQ3lT3/6Ezk5OQAMHz6c6dOnExsby7Rp07jzzjsxGo188803pKamMnDgQFJSUggNDWX06NGcPHmybvvr16+nT58+BAQEMGDAAPbt2wfA2rVrSUhIYOnSpcTHxxMWFsbrr78OwEcffUSPHmcHdzWZTPj5+XHo0KELvr+9e/fSq1cvNL9eQhwXF0dwcDD79u0jKCiI9PR0Xn31Vdq1awfAxIkTefnll+sOMy5YsIDIyEgiIiL44osv6ra7cuVKevbsidFoZMaMGVRXV9c99+yzz9KuXTu6dOnCjh07mvpP0WQ3Dozj/WkDCPbVO3zbQqhtctpIitsPbtrCfka4dQl0G+fUTML9NLnkTpw4QWRkZL3H/vznP3PppZdiMpkYNWoUI0eOZM+ePcTGxpKSkoLNZgPg2LFjvPHGGyxcuJCePXsybtw4lixZAsDWrVsZPHgwu3btwtfXl1mzZgFgs9m44YYbmDhxIunp6QwZMoRHH3207rULCwt54YUX+Pbbb5k3bx6PPvoolZWVpKSkkJaWxuHDhwFYsWIFXbt2pWvXrhd8f0VFRXWF/ZvQ0FBKSkro1asXR44c4dChQyQnJ1NYWMjRo0fp27cvAPv372fx4sVs2LCBadOmMWfOnLr3nZKSwuzZs9m+fTvbt29n/vz5ACxdupRXXnmFxYsX8+GHH/LJJ5809Z/CLsOS2vG/uwcTHeqmk1EK0Uxmm4aJ+TOwBjVyDjokBm7/TmYTaKWaXHJmsxmd7vwnaZctW0ZwcDBPPfUU8fHxvP766xw9epQtW7YAcNNNN9GnTx8AZs6cSZcuXTCbzQDExMTw2GOP0bFjR55++mm+/fZbLBYLALt372bOnDlkZmZSVlbGkSNH6l7TZDLx9ttv06NHD2bNmkVNTQ15eXmEhIQwevRoFi9eDMDXX3/N5MmT7f/KAL/dXdG3b1+OHDlCVlYWV155JYcOHeLYsWN1JWcymVi4cCGJiYnMmDGD7OxsABYtWkTfvn25/fbb6dy5M7NmzWLp0trLn7/66ituvvlmhg0bxpAhQ5gxY0azMjZF1/YhfH3vUHp0aOHJeiHczNFyf54wPIKibeAKyYjucMf3EHHhX3KF92pyyRmNRoqKiuo9NmTIEN5++22ys7Pp2LFj3eO+vr5ER0fX/bD38zu7F/H7v0Ntyf12iLBDhw5YrVYKCwvRarW8/PLLdOjQgXvvvZeSkhKsVmvdemFhYfTu3RsAHx8f4GwpTZo0iS+//BKz2czy5cuZNGlSo++vTZs257y/kpISwsPD60rOYrGQnJzMmjVriIiIwGg0AtCtW7e6vdzfskDt3u+OHTswGo0YjUYefvhhsrKyADh58iSxsbF1y3bq1KnRjC0REeLH53cN5qpuMrCz8C6fnYxiRfR95z5x0bUw4wcIdcGQYMJtNbnkfvtBX1paWvdYRkYGcXFxxMXFkZGRUfd4VVUVubm5xMU1PvdZVlZW3WHNrKws9Ho9bdu2Ze3atbz99tscPHiQbdu2cccd9UcjDwlpeK9k/PjxHDhwgA8++IAuXbrQuXPjVxr26tWL3bt31xVlRkYGJpOJHj160LdvXzZv3kxwcDCJiYl8/fXXdXtxF8oSExPD+PHj2bVrF7t27WL37t388MMPAERERJCbm1vv6+BsAT563p3an2lDEpz+WkK40j1pA8iOGVv7iUZXOxfcpIXgE6huMKG6JpfckCFD6N69O3feeSfp6ek899xzmM1mhg8fzrhx4ygrK2PevHlkZmby4IMPkpiYyIABAxrdbm5uLs8//zwZGRk888wzpKSkoNPpMJlMQO3e1MaNG5kzZw5NHZwlKCiIMWPG8Oc//7nJhyrHjRtHZWUlTzzxBMeOHeOhhx7i8ssvJyYmhh49erBnzx4SExNJTExk+/bt9OvXr9FtTpkyhfXr13P06FEAXnvtNaZPnw5ASkoKn3zyCZs2beKXX35hwYIFTcrZUlqthqfHd+fZlO746GUsAOE9rs2aREXUILhlscwFJ+o0+aecRqNh2bJllJaW0r17d7766itWrFhBYGAgQUFBfPfdd3z//ff07NmTrKwslixZgrYJY8Fdcskl7Ny5kz59+lBTU8Obb74JwOjRoxk/fjz9+vVj1qxZzJw5k9zcXE6fPt2kvJMnT6a0tLRJhyqhdm9s6dKlLFu2jIsuuojS0lI++ugjoPbwa7du3UhKSsJoNNK2bdsmlVynTp1YuHAhc+bMoXv37uzbt49FixYBMGHCBO655x5SUlK47bbbSElJaVJOR5k6OIEl9w4lKTLIpa8rhLPERrajaPIS6DxC7SjCjag6dmVqaiqpqamsXbvWodtNT09n/fr1LFiwgA0bNjh0296mymzl78sP8uHPnnc/oBC/mXFpRx4b0xWDTo5OiPq88gaqa6+9lry8PP73v/+pHcXt+Rl0PJPSg2GJ7Xhs8R4Ky2vUjiREk4X6G3hpYm9GXhTZ+MKiVZJZCESdvLIqHv58N+uPFqgdRYhG9Yk18uZNfYkJC1A7inBjUnKiHkVReG9DBi9+d5gai03tOEKcw0ev5d7hXbhnRGc5PCkaJSUnzutAbikPfLaTtDyT2lGEqDMwIZy/T+hJlwi5YEo0jZScaFCV2cpz3x7g483Ov4dPiAsJ9tMzd0xXbhoYVzd4hBBNISUnGrXmcB5PL91PZmGF2lFEKzS6e3vmpXQnMkTGXxX2k5ITTVJtsfLehgze+jGN8hpr4ysI0UKRIb48k9KDq7u3VzuK8GBScsIup0ureH75Qb7eldv4wkI0g0YDNw+K47HRXQn2a2DgZSGaSEpONMu242d4etl+9p0obXxhIZqoS0QQL0zoSf+EcLWjCC8hJSeazWZT+GxrNi99f5gzchO5aIEQPz13Xd6ZmZd1kjFVhUNJyYkWK6k088oPR/h4cyYWm3w7iaYL9NExfWhHZg7rRKi/HJoUjiclJxzmyOkynl66n03HCtWOItycn0HL1EviuXt4F8IDfRpfQYhmkpITDrfuSD5vr01jc/oZtaMIN+Oj03LjwFjuG9GFCLklQLiAlJxwmp1ZRby99hg/HDyNfJe1bnqthuv7xfDAVYl0MPqrHUe0IlJywunS8sr497p0luw6gdkq326tiVYDKX068NBVicS3kVm6hetJyQmXyS2uZMH6dP67NZsKuaHcq/notIzu0Z77r+hCYmSw2nFEKyYlJ1yuqLyG1E3H+fDn4xRVmNWOIxwoLjyAKQPjmNQ/hjZBvmrHEUJKTqinosbCoi3ZfLAxg5yiSrXjiGbSazVc2S2CmwfFc1liWxlAWbgVKTmhOkVR+CXjDF/vPMG3e09SVmVRO5JoguhQP24cGMfkAbEyeLJwW1Jywq1Uma2sPpjHVztzWHckXy5UcTNaDQxPjuDmQXEMT45Ap5W9NuHepOSE2zpTXsM3e3L5cscJdmUXqx2nVevYNpBxvaK4cWCc3AIgPIqUnPAI6fkmvt55gq935ZJ1Rua1czadVsPFcWFc2S2CK7tFykzcwmNJyQmPs+34GX44cJqNxwo4kFuKDJfpGEG+eoYlteWqbpGMSI4gTIbbEl5ASk54tOKKGn4+VsjGYwVsSiskvaBc7UgepYPRn6t+3Vu7pFMbmQFAeB0pOeFVcosr2XSskI1pBWxMKyCvrFrtSG4lPNCHXjGh9I8P48pukXSLClE7khBOJSUnvFpaXhkb02pLb1d2casqvWA/PT07hNIrxkivmFB6xYQSExagdiwhXEpKTrQqJRVmjuSVcfS0iSOny0jLq/3T08vP36Cje3RIvULr2DZQbswWrZ6UnBDUlt/RvDKO/lp6R0+bOJpXxulS9yg/nVZDuyBfoox+RIX6ERXqX/dn54hAEiOC5Z41Ic5DSk6ICzBVW8gvq6bQVE2BqZp8U03d34vKzZRWmSmrsmCqtlD2699/P/i0RgMGnRaDVoNep8Wg06DXatHrNBh0WvS/e9xHp6VdsO/ZAvtdoUUE+6LXyUUhQthLSk4IB7PaFMxWGwadVvauhFCZlJwQQgivJcc/hBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeC0pOSGEEF5LSk4IIYTXkpITQgjhtaTkhBBCeK3/B7801NYGoKeAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用饼状图显示星巴克门店的经验方式有哪几种\n",
    "import matplotlib.pyplot as plt\n",
    "count_ost = df['Ownership Type'].value_counts()\n",
    "plt.pie(count_ost, labels=count_ost.index, autopct='%1.2f%%', startangle=140)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8b014a72-58be-402d-b598-30e0139bef31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "count_ost = df['Ownership Type'].value_counts()\n",
    "plt.pie(count_ost, labels=count_ost.index, autopct='%1.2f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f0da6a5-c3b6-4372-8dff-9f1f0edc8ddb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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